How can I implement rate limiting in my asyncio web scraping project?
You can use the asyncio
library along with aiohttp
to manage your web scraping. To implement rate limiting, you can use a semaphore to control the number of concurrent requests.
Can you show me a code example for that?
Sure! Here's a simple example:
import asyncio
import aiohttp
async def fetch(session, url):
async with session.get(url) as response:
return await response.text()
async def main(urls):
semaphore = asyncio.Semaphore(5) # Limit to 5 concurrent requests
async with aiohttp.ClientSession() as session:
tasks = []
for url in urls:
tasks.append(fetch_with_limit(semaphore, session, url))
return await asyncio.gather(*tasks)
async def fetch_with_limit(semaphore, session, url):
async with semaphore:
return await fetch(session, url)
urls = ['http://example.com'] * 100 # Example URLs
asyncio.run(main(urls))
What if I want to change the rate limit dynamically?
You can adjust the semaphore value based on your needs. For example, you could implement a function that updates the semaphore limit based on the response time or server load.
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